Le Canada, les États-Unis et le monde, la marge de manœuvre canadienne
Bibliographic record
Abstract
Le Canada, les États-Unis et le monde, la marge de manœuvre canadienne, Sous la direction de André Donneur, Québec : Les Presses de l'Université Laval, 2005. Ce livre réunit cinq articles traitant de la relation du Canada avec son voisin du sud, cette superpuissance dans l'ombre de laquelle le gouvernement canadien déploie sa politique étrangère. Les réflexions proposées portent essentiellement sur les questions de sécurité. Publié à la fin de 2005, l'ouvrage analyse les politiques des gouvernements Chrétien et Martin. Or ce sont des questions de politique intérieure plutôt que de politique étrangère qui ont mobilisé les ressources de ces gouvernements. Cette publication pose la question de l'avenir, question qui est encore plus pertinente depuis le changement de gouvernement survenu à Ottawa en janvier 2006
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.007 |
| Science and technology studies | 0.023 | 0.011 |
| Scholarly communication | 0.011 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.026 | 0.001 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".